The fluorescent lights of the accounting office hummed, a relentless, almost mournful sound. Sarah watched her replacement, a fresh-faced college graduate named Ben, struggle to navigate the archaic software. A bead of sweat traced a path down Ben's temple as he clicked and clicked, the mouse a clumsy extension of his still-inexperienced hand. Sarah felt a tug in her chest, a kinship with the younger man's frustration.

She leaned over, her voice soft. "It's tricky at first. Don't worry. Let me show you that shortcut again." She pointed to the keyboard, her fingers resting lightly on the keys as she demonstrated the keystroke combination that would save him hours.

Later, during their lunch break, she saw Ben staring out the window, his shoulders slumped. She walked over, offering him a half-eaten sandwich. “Rough morning?” she asked, a gentle smile gracing her lips.

He nodded, a sigh escaping his lips. "I feel like I'm drowning in numbers." She knew that feeling.

Emotion: empathetic

Cluster: Compassion / Love
PC1 (Valence): 1.55 Positive
PC2 (Disposition): 1.05

Role in Research

This story is one of 1,000 stories generated for the emotion empathetic. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 empathetic stories, after denoising with neutral dialogue baselines, produces the empathetic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the empathetic vector is projected through the unembedding matrix.

Promoted:
H0.622
B0.603
L0.529
la0.414
sympat0.393
Suppressed:
iostream-0.441
chẳng-0.393
仿佛-0.359
не-0.352
দুপুর-0.344